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Grounds LLMs in real Church Slavonic: Wiktionary lemmas, dual-number paradigms, transliteration.

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Status
Healthy
Uptime
12.7% over 58 days
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
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TDQS

A4.2/5.0

Scored across 4 tools

Disambiguation4/5

transliterate and detransliterate are clearly opposite directions and easy to tell apart. However, slavonic_search and slavonic_get_inflections overlap significantly since a default search already returns inflection tables inline, and the description must explicitly tell the agent when to use get_inflections instead.

Naming Consistency4/5

All tools share the slavonic_ prefix and use readable verb/verb_noun forms. Minor deviation: detransliterate/transliterate/search are bare verbs while get_inflections follows verb_noun, but the pattern is still predictable.

Tool Count5/5

Four tools is well-scoped for a narrow Church Slavonic transliteration and lookup domain. Each tool covers a distinct operation with no filler.

Completeness4/5

The surface covers the full read-only lifecycle: transliterate, inverse lookup, term search, and paradigm retrieval, so no major dead ends. Gaps are minor, e.g. no bulk/multi-word processing or explicit Glagolitic-direction handling beyond the transforms.

Available Tools

4 tools
slavonic_detransliterateFind the Church Slavonic word(s) matching a Latin transliterationA
Read-onlyIdempotent
Inspect

Find the real Church Slavonic word(s) whose scientific-Latin transliteration matches this input — the inverse direction of slavonic_transliterate. Because transliterate is lossy, this is a LOOKUP against the words already in the dictionary cache: attested spellings (normalized OCS Cyrillic) come back as source=dictionary. If none match, a single best-effort reconstruction is returned (source=reconstruction, approximate=true) — a guess in normalized OCS Cyrillic, not attested, with no Glagolitic or liturgical marks. Coverage grows as words are cached, so an identical query may return a reconstruction now and a dictionary hit later.

ParametersJSON Schema
NameRequiredDescriptionDefault
textYesScientific-Latin transliteration of Church Slavonic to resolve back to real orthography. Returns the attested dictionary spelling(s) whose transliteration matches (source=dictionary, exact) — several may match one ambiguous key. On a miss, a single best-effort reconstruction in normalized OCS Cyrillic (source=reconstruction, approximate=true), which is a guess: transliterate is lossy, so case, digraph boundaries (д+з vs ѕ) and the оу/ѿ ligatures cannot be recovered, and no Glagolitic or liturgical marks are produced.

Output Schema

ParametersJSON Schema
NameRequiredDescription
candidatesYes
approximateYes

TDQS

A4.4/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Beyond the readOnly/idempotent/openWorld annotations, it discloses that this is a cache lookup rather than a computed inverse because transliteration is lossy, what each result source means (attested vs reconstructed), that reconstructions lack Glagolitic/liturgical marks, and that coverage grows over time (a repeated query may change tier). This is unusually rich behavioral context.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with the purpose and the inverse-relationship, then the failure-mode explanation. Dense but every sentence carries needed information; slightly long for a single-parameter tool.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

An output schema exists so return values need not be explained, and the description still covers the two result modes, their approximate flag, and the coverage-growth caveat, which is everything an agent needs to call it correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% and the parameter's own schema description already covers the lossy-recovery caveats and the multiple-match ambiguity, so the tool description adds little beyond structured data. Baseline 3 applies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb+resource ('Find the real Church Slavonic word(s) whose scientific-Latin transliteration matches this input') and explicitly frames itself as the inverse of the sibling `slavonic_transliterate`, so an agent can distinguish it from `slavonic_search` and `slavonic_get_inflections` without opening a schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Names the direction of use relative to the sibling transliterate tool and clearly describes the two outcome branches (dictionary hit vs failed lookup). It does not spell out explicit conditions for preferring any of the other siblings, but the context is clear.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

slavonic_get_inflectionsGet a Church Slavonic inflection table
Read-onlyIdempotent
Inspect

Fetch the full declension (nominals) or conjugation (verbs) table for a lemma identified by a search result's inflection handle (entry_id + word_class). Use this only when a search ran without inline forms or left a match un-expanded — a default search already returns each match's table inline. Returns Markdown plus the table as structuredContent with the shape {"result": } per the declared outputSchema — switch on result.category ('nominal' | 'verbal' | 'not_found') before reading the body. Content from en.wiktionary.org (CC BY-SA 4.0).

ParametersJSON Schema
NameRequiredDescriptionDefault
entry_idYesThe Wiktionary page title (the Cyrillic lemma) from a search result's inflection handle, e.g. 'богъ', 'глаголати'.
word_classYesThe part-of-speech section from a search result's inflection handle, e.g. 'verb', 'noun', 'adjective'.

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes
slavonic_transliterateTransliterate Church Slavonic to scientific LatinA
Read-onlyIdempotent
Inspect

Render Church Slavonic — Cyrillic or Glagolitic — in the scientific Latin transliteration Wiktionary uses (богъ → bogŭ, ⰱⱁⰳⱏ → bogŭ). Liturgical reading marks (titlos, accents) are dropped and late Church Slavonic spellings folded, so copied liturgical text works as-is. Returns Markdown plus the transliterated output as structuredContent matching the declared outputSchema. Pure local transform: no dictionary lookup and no network.

ParametersJSON Schema
NameRequiredDescriptionDefault
textYesChurch Slavonic text to transliterate — Cyrillic and/or Glagolitic, one word or whole lines. Liturgical reading marks (titlos, accents, breathings) are dropped and late Church Slavonic spellings folded, so text copied from a liturgical source or a lyrics sheet works as-is.

Output Schema

ParametersJSON Schema
NameRequiredDescription
textYesThe scientific transliteration.

TDQS

A4.1/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly, idempotent, non-destructive, and closed-world, so the safety profile is covered. The description adds genuinely non-structured behavior: liturgical marks (titlos, accents, breathings) are dropped, late spellings are folded, and the transform is purely local with no dictionary lookup or network call, plus the response shape. It does not discuss limits such as the 4000-character cap or failure behavior on mixed-script input.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Four sentences, front-loaded with the verb and an illustrative example, then the transformation behavior, then the return format. Little waste, though the closing sentence about Markdown and structuredContent partially restates what the declared outputSchema already conveys.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a single-parameter, deterministic local transform with an output schema and full annotation coverage, the description supplies everything needed to call it correctly: input scope, scripts accepted, preprocessing behavior, and side-effect freedom. The only gap is routing guidance among the sibling tools, which leaves a small ambiguity for an agent choosing between transliterate and detransliterate.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100% and the single 'text' parameter is already well documented, so the baseline is 3. The description goes slightly beyond the schema by showing an actual input-to-output mapping and confirming that both Cyrillic and Glagolitic scripts are accepted within the same argument.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb (transliterate), a specific resource (Church Slavonic, Cyrillic or Glagolitic), and the target convention (scientific Latin as used by Wiktionary), with a concrete worked example (богъ → bogŭ). The directionality is explicit, which cleanly separates it from the slavonic_detransliterate sibling even without naming it.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives an implicit use case — liturgical text copied from a source or lyrics sheet works as-is — but never states when to prefer this tool over slavonic_detransliterate or the search/inflection siblings, and offers no exclusions or prerequisites. Usage is inferable from the transformation direction rather than spelled out.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 2 tool updates
    • Changedslavonic_get_inflections8 fields changed
      • addedInput schema / properties / entry_id / pattern
        Added value: +"^[Ѐ-ӿꙀ-ꚟⰀ-ⱟ][Ѐ-ӿꙀ-ꚟⰀ-ⱟ\\-']{0,79}$"
      • addedInput schema / properties / word_class / enum
        Added value: +[
        +  "abbreviation",
        +  "acronym",
        +  "adjective",
        +  "adverb",
        +  "affix",
        +  "article",
        +  "character",
        +  "circumfix",
        +  "classifier",
        +  "combining form",
        +  "conjunction",
        +  "contraction",
        +  "counter",
        +  "determiner",
        +  "diacritical mark",
        +  "idiom",
        +  "infix",
        +  "initialism",
        +  "interfix",
        +  "interjection",
        +  "letter",
        +  "ligature",
        +  "noun",
        +  "number",
        +  "numeral",
        +  "participle",
        +  "particle",
        +  "phrase",
        +  "postposition",
        +  "prefix",
        +  "preposition",
        +  "prepositional phrase",
        +  "pronoun",
        +  "proper noun",
        +  "proverb",
        +  "punctuation mark",
        +  "romanization",
        +  "root",
        +  "suffix",
        +  "symbol",
        +  "verb"
        +]
      • removedInput schema / properties / word_class / maxLength
        Removed value: -24
      • removedInput schema / properties / word_class / minLength
        Removed value: -1
      • removedInput schema / properties / word_class / pattern
        Removed value: -"^[a-z ]+$"
      • changedOutput schema / $defs / ParadigmNotFound / properties / source / default
        Previous value: -"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0)"New value: +"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0: https://creativecommons.org/licenses/by-sa/4.0/) Adapted: reformatted and condensed from the original."
      • changedOutput schema / $defs / SlavonicNominalParadigm / properties / source / default
        Previous value: -"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0)"New value: +"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0: https://creativecommons.org/licenses/by-sa/4.0/) Adapted: reformatted and condensed from the original."
      • changedOutput schema / $defs / SlavonicVerbalParadigm / properties / source / default
        Previous value: -"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0)"New value: +"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0: https://creativecommons.org/licenses/by-sa/4.0/) Adapted: reformatted and condensed from the original."
    • Changedslavonic_search4 fields changed
      • changedOutput schema / $defs / ParadigmNotFound / properties / source / default
        Previous value: -"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0)"New value: +"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0: https://creativecommons.org/licenses/by-sa/4.0/) Adapted: reformatted and condensed from the original."
      • changedOutput schema / $defs / SlavonicNominalParadigm / properties / source / default
        Previous value: -"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0)"New value: +"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0: https://creativecommons.org/licenses/by-sa/4.0/) Adapted: reformatted and condensed from the original."
      • changedOutput schema / $defs / SlavonicVerbalParadigm / properties / source / default
        Previous value: -"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0)"New value: +"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0: https://creativecommons.org/licenses/by-sa/4.0/) Adapted: reformatted and condensed from the original."
      • changedOutput schema / properties / source / default
        Previous value: -"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0)"New value: +"Wiktionary, the free dictionary (en.wiktionary.org), Old Church Slavonic entries. Wikimedia Foundation. Text available under CC BY-SA 4.0; attribution and share-alike required when republishing. (CC BY-SA 4.0: https://creativecommons.org/licenses/by-sa/4.0/) Adapted: reformatted and condensed from the original."
  2. 1 tool update
    • Addedslavonic_detransliterate
  3. 6 tool updates
    • Removedget_inflections
    • Removedsearch_slavonic
    • Addedslavonic_get_inflections
    • Addedslavonic_search
    • Addedslavonic_transliterate
    • Removedtransliterate_slavonic
  4. 3 tool updates
    • First observedget_inflections
    • First observedsearch_slavonic
    • First observedtransliterate_slavonic

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