Exact-Length String Generator
How the Exact-Length String Generator builds strings of an exact size in characters, UTF-16 units or UTF-8 bytes, what the limit test set contains, how counterstrings work, and how to test a length limit with them.
The tool page is tamperbox.dev/string-length-generator. It opens on a string of exactly 255 ASCII characters.
What the tool answers
Section titled “What the tool answers”What exactly should I paste to test a length limit, and is the limit counted in characters, UTF-16 units or bytes?
The three counts
Section titled “The three counts”| Count | Who counts this way | Emoji 😀 |
|---|---|---|
| Characters (code points) | Code-point-aware application limits; database rules vary | 1 |
| UTF-16 units | JavaScript, Java and C# length, HTML maxlength |
2 |
| UTF-8 bytes | Byte limits on columns, file names, HTTP headers | 4 |
To investigate what a field counts, generate neighboring values in each unit with emoji fill and compare acceptance and exact storage against the documented limit.
Inputs and reading the output
Section titled “Inputs and reading the output”Length, fill and mode
Section titled “Length, fill and mode”One-string mode accepts a nonnegative whole-number length. A limit set requires a positive limit because it constructs neighboring cases around a maximum. Fill chooses the actual characters used; it does not change what the selected unit counts. Counterstring mode uses ASCII markers and digits, so its counts agree regardless of an earlier unit choice.
When a selected fill cannot exactly use the remaining budget, the generator inserts ASCII a characters. For example, an odd UTF-16 target with emoji cannot be met using only complete two-unit emoji. The final ASCII character is intentional padding rather than an accidentally truncated surrogate. Inspect both the target unit and the other displayed counts before pasting the result into a test case.
Preview, clipboard and downloaded data
Section titled “Preview, clipboard and downloaded data”The preview is bounded to avoid placing an extremely long value into the visible page. Copy and Download retain the full generated string; the ellipsis in a shortened preview is not appended to the exported value. The one-string export adds no terminal line break. A text editor or later save operation can still add one, so measure the artifact actually supplied to the receiving system.
A boundary-set export is a collection of values, not a single long test value. Keep the selected export format with the fixture. Parse a JSON array as JSON; copying its surrounding brackets into a form would test the serialized collection instead of the individual string. Preserve case identifiers or labels separately when your test runner needs to distinguish failures at N from failures at N plus one.
Method
Section titled “Method”One string
Section titled “One string”The string is built from whole characters of the chosen fill, never half a surrogate pair. When the next character would go past the length, a plain a (one unit in every count) closes the gap, so any length can be hit exactly in any unit.
Limit test set
Section titled “Limit test set”For a limit N: the empty value, one character, N - 1, N, N + 1, N - 2 characters with a space on each side, N spaces (up to 100,000) and 2N. Every value is exactly the size its name says, in the unit you chose. N must be accepted unchanged; N + 1 must be refused, not silently cut.
Counterstring
Section titled “Counterstring”A counterstring such as *3*5*7*9*12* writes each asterisk’s position before it. Built from the end backwards, it is always exactly N characters. Paste it into a field, read the last complete marker and then measure the remaining value to locate the cut. It is ASCII, so all counts agree.
Break it presets
Section titled “Break it presets”- Emoji at the limit: 255 characters of emoji: 510 UTF-16 units and 1,020 bytes.
- Bytes, not characters: 255 UTF-8 bytes of CJK, which is 85 characters.
- JavaScript length: 10 UTF-16 units of emoji, which is 5 characters.
- Split accents: letters with combining accents that look half as long as their code point count.
- Limit test set and Counterstring for 255 and 1,000.
Limits
Section titled “Limits”A string is limited to 1,000,000 units and a limit set to 500,000 in the browser. Only the first 20,000 UTF-16 units are displayed; Copy and Download take the whole string with no line break added.
Standards and conformance
Section titled “Standards and conformance”Choose the counted unit explicitly
Section titled “Choose the counted unit explicitly”RFC 3629 section 3 describes UTF-8 encoding lengths, and RFC 2781 section 2 describes UTF-16 and surrogate pairs. The generator implements three numerical targets: Unicode code points, UTF-16 units and UTF-8 bytes. A request for five units is incomplete until the unit is known. Database column behavior depends on its engine, type and configuration; a generic label such as “characters” is not enough to infer that behavior.
The HTML maxlength definition is relevant when testing browser text controls. However, a successful browser paste is only one observation. Client script, server validation and database storage can enforce different rules. The generator reports its own output lengths and never inspects or certifies the receiving field.
Visible characters are supplementary evidence
Section titled “Visible characters are supplementary evidence”Unicode text segmentation describes grapheme clusters. A user-perceived character can contain several code points. The generator’s visible-character count uses the browser’s grapheme segmenter when available; its fallback is the code-point count. That display is not a fourth generation unit and is not a promise about how every font renders the text.
The combining-accent fill intentionally separates the base letter and accent. Normalizing the value elsewhere can change its code-point and byte counts. Record whether your target normalizes before checking length, after checking length or not at all. Test that documented order explicitly instead of assuming every representation of the same-looking word consumes the same capacity.
Finding reference
Section titled “Finding reference”| Result at the limit | Severity | Source | What it means | Fix |
|---|---|---|---|---|
| Maximum accepted unchanged | pass | The limit is where it is documented | None | |
| Maximum + 1 refused with a message | pass | The limit is enforced | None | |
| Maximum + 1 silently cut | fail | Data loss without notice | Refuse over-long values, or show the cut | |
| Maximum refused | fail | Off-by-one in the check | Use “length > max”, not “length >= max” | |
| Fewer emoji than characters accepted | check | HTML maxlength | The limit counts UTF-16 units or bytes | Count the same unit on client, server and database |
| Accepted in the form, error on save | fail | RFC 3629 | The database counts bytes, the form counts characters | Size the column in characters, or check bytes on input |
| Counterstring cut at an unexpected number | check | Something truncates before the documented limit | Find the layer whose limit matches the number |
Find what a field counts
Section titled “Find what a field counts”- Set the documented limit and generate one string with the emoji fill in each unit.
- Submit each. Compare acceptance, rejection and read-back values; one accepted input alone does not establish the counting unit.
Test a limit end to end
Section titled “Test a limit end to end”Make the limit set, submit every value, and check the stored value as well as the form message. Maximum must be stored unchanged; maximum + 1 must be refused.
Find where a value is cut
Section titled “Find where a value is cut”Generate a long counterstring, submit it, and read the last number that survived in the stored value, a log or an export. The final complete marker gives a known position; measure any trailing partial marker to find the exact retained length.
Worked example
Section titled “Worked example”Five units with emoji fill
Section titled “Five units with emoji fill”The following outputs were generated with the implemented function, using a target of five and the emoji fill. They demonstrate why a field that accepts one result can reject another even when the requested number is identical.
| Selected unit | Output | Code points | UTF-16 units | UTF-8 bytes |
|---|---|---|---|---|
| Characters | 😀😀😀😀😀 |
5 | 10 | 20 |
| UTF-16 units | 😀😀a |
3 | 5 | 9 |
| UTF-8 bytes | 😀a |
2 | 3 | 5 |
Use the complete exported value for each trial. Record what the browser permits, what the server accepts and what can be read back from storage. A single accepted value does not uniquely identify the server’s unit: its limit might be larger than expected or another rule might short-circuit validation. Try neighboring values and compare the actual stored result before drawing that conclusion.
A maximum of one
Section titled “A maximum of one”At a limit of one, some named cases have identical values and some larger-limit cases do not exist. The implemented set contains empty, one, maximum, maximum plus one, only spaces and double the limit. There is no maximum-minus-one row distinct from the empty case, and no padded row requiring two edge spaces around an interior string.
This is expected behavior, not missing coverage caused by an export error. Keep the named cases if their purpose differs in your test harness, or deduplicate exact values while preserving their intended assertions. An empty value may violate a required-field rule independently of the maximum length. A single space may be accepted by length validation but rejected by a separate nonblank rule. Diagnose the rule that actually produced the rejection.
Use it from an agent
Section titled “Use it from an agent”The string_generate operation takes the length as its input text and unit, fill and mode (one, set or counter) options. Through the API, strings are limited to 1,000,000 units, limit sets to 100,000, and output to the API’s response size limit. See the MCP documentation.
Verification workflow
Section titled “Verification workflow”Write the expected behavior first
Section titled “Write the expected behavior first”Record the field’s maximum, unit, minimum, allowed characters, whitespace policy and normalization policy. Mark which of those are documented and which are assumptions being tested. Then choose fills that isolate one question. ASCII is useful for an off-by-one check because its code-point, UTF-16 and UTF-8 counts agree. Emoji separates those counts, while combining accents explores normalization and visible-length differences.
The generated case reasons assume a plain maximum-length contract. Your application may have additional constraints, such as digits only or a fixed identifier alphabet. Rejection of emoji in that field does not prove its maximum length is wrong. Repeat with a valid fill and use a different field when testing Unicode support. Keep unrelated validation errors separate in the report.
Follow the value through storage
Section titled “Follow the value through storage”For each boundary case, capture the submitted value, response, read-back value and export value. Compare exact strings, not only response status. A success response followed by a shorter stored value is materially different from a clear rejection. A browser that prevents extra typing may behave differently when an integration sends the same payload directly.
If the application intentionally trims whitespace, test before-and-after lengths and confirm that the user sees the policy. Do not call every transformation corruption: compare it with the documented behavior. Conversely, a hidden trim that changes an identifier or password is not explained merely by a green length-validation result. The generator supplies diagnostic data; the test author supplies the expected contract.
Interpret counterstrings carefully
Section titled “Interpret counterstrings carefully”The numbers identify marker positions in the complete generated ASCII string. After truncation, the final complete marker gives a known position. If the cut occurs inside the next number, that last complete marker is a lower bound rather than the exact cut length. Measure the surviving string directly to determine the precise boundary.
A counterstring can reveal that truncation occurred, but cannot identify the responsible component by itself. Compare captures at each boundary: form value, outgoing request, server input, stored row and exported field. The first differing value narrows the investigation. Escaping, line-ending conversion or inserted prefixes can also change positions, so preserve the exact artifact and account for those transformations before attributing the result to a length limit.